Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 9976 |
| Missing cells (%) | 5.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.4 MiB |
| Average record size in memory | 152.0 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 8 |
Quantidade de Restritivos is highly correlated with Modelo Score 2 | High correlation |
Modelo Score 1 is highly correlated with Modelo Score 2 and 2 other fields | High correlation |
Modelo Score 2 is highly correlated with Quantidade de Restritivos and 3 other fields | High correlation |
Modelo Score 3 is highly correlated with Modelo Score 1 and 2 other fields | High correlation |
Modelo Score 4 is highly correlated with Modelo Score 1 and 2 other fields | High correlation |
Quantidade de Restritivos is highly correlated with Valor dos Restritivos and 3 other fields | High correlation |
Valor dos Restritivos is highly correlated with Quantidade de Restritivos and 3 other fields | High correlation |
Quantidade de Protestos is highly correlated with Valor dos Protestos | High correlation |
Valor dos Protestos is highly correlated with Quantidade de Protestos | High correlation |
Modelo Score 1 is highly correlated with Quantidade de Restritivos and 4 other fields | High correlation |
Modelo Score 2 is highly correlated with Quantidade de Restritivos and 4 other fields | High correlation |
Modelo Score 3 is highly correlated with Quantidade de Restritivos and 4 other fields | High correlation |
Modelo Score 4 is highly correlated with Modelo Score 1 and 2 other fields | High correlation |
Quantidade de Restritivos is highly correlated with Valor dos Restritivos and 3 other fields | High correlation |
Valor dos Restritivos is highly correlated with Quantidade de Restritivos and 3 other fields | High correlation |
Quantidade de Protestos is highly correlated with Valor dos Protestos | High correlation |
Valor dos Protestos is highly correlated with Quantidade de Protestos | High correlation |
Modelo Score 1 is highly correlated with Quantidade de Restritivos and 4 other fields | High correlation |
Modelo Score 2 is highly correlated with Quantidade de Restritivos and 3 other fields | High correlation |
Modelo Score 3 is highly correlated with Quantidade de Restritivos and 4 other fields | High correlation |
Modelo Score 4 is highly correlated with Modelo Score 1 and 1 other fields | High correlation |
Performance 60D9M EVER is highly correlated with Performance 90D9M EVER and 3 other fields | High correlation |
Quantidade de Restritivos is highly correlated with Endividamento and 3 other fields | High correlation |
Endividamento is highly correlated with Quantidade de Restritivos and 3 other fields | High correlation |
Performance 90D9M EVER is highly correlated with Performance 60D9M EVER and 3 other fields | High correlation |
Modelo Score 1 is highly correlated with Quantidade de Restritivos and 4 other fields | High correlation |
Modelo Score 4 is highly correlated with Modelo Score 1 and 2 other fields | High correlation |
Performance 90D12M EVER is highly correlated with Performance 60D9M EVER and 3 other fields | High correlation |
Performance 60D6M EVER is highly correlated with Performance 60D9M EVER and 3 other fields | High correlation |
Performance 30D3M EVER is highly correlated with Performance 60D9M EVER and 3 other fields | High correlation |
Modelo Score 2 is highly correlated with Quantidade de Restritivos and 4 other fields | High correlation |
Modelo Score 3 is highly correlated with Quantidade de Restritivos and 4 other fields | High correlation |
Performance 60D9M EVER is highly correlated with Performance 60D6M EVER and 3 other fields | High correlation |
Performance 60D6M EVER is highly correlated with Performance 60D9M EVER and 3 other fields | High correlation |
Performance 30D3M EVER is highly correlated with Performance 60D9M EVER and 1 other fields | High correlation |
Performance 90D9M EVER is highly correlated with Performance 60D9M EVER and 2 other fields | High correlation |
Performance 90D12M EVER is highly correlated with Performance 60D9M EVER and 2 other fields | High correlation |
Performance 60D9M EVER has 1665 (16.7%) missing values | Missing |
Performance 90D9M EVER has 1665 (16.7%) missing values | Missing |
Performance 90D12M EVER has 6646 (66.5%) missing values | Missing |
Valor dos Restritivos is highly skewed (γ1 = 21.08327087) | Skewed |
Valor dos Protestos is highly skewed (γ1 = 30.00032901) | Skewed |
Nº do cliente is uniformly distributed | Uniform |
Nº do cliente has unique values | Unique |
Quantidade de Cheques sem Fundo has 9687 (96.9%) zeros | Zeros |
Quantidade de Restritivos has 7149 (71.5%) zeros | Zeros |
Valor dos Restritivos has 7169 (71.7%) zeros | Zeros |
Quantidade de Protestos has 9446 (94.5%) zeros | Zeros |
Valor dos Protestos has 9446 (94.5%) zeros | Zeros |
Reproduction
| Analysis started | 2021-09-26 08:35:24.045493 |
|---|---|
| Analysis finished | 2021-09-26 08:36:00.830233 |
| Duration | 36.78 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 610115364.5 |
| Minimum | 1241258 |
|---|---|
| Maximum | 1218989471 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 1241258 |
|---|---|
| 5-th percentile | 62128668.65 |
| Q1 | 305678311.2 |
| median | 610115364.5 |
| Q3 | 914552417.8 |
| 95-th percentile | 1158102060 |
| Maximum | 1218989471 |
| Range | 1217748213 |
| Interquartile range (IQR) | 608874106.5 |
Descriptive statistics
| Standard deviation | 351586364.2 |
|---|---|
| Coefficient of variation (CV) | 0.5762621049 |
| Kurtosis | -1.2 |
| Mean | 610115364.5 |
| Median Absolute Deviation (MAD) | 304467500 |
| Skewness | 3.163326862 × 10-19 |
| Sum | 6.101153645 × 1012 |
| Variance | 1.236129715 × 1017 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 632585066 | 1 | < 0.1% |
| 19874669 | 1 | < 0.1% |
| 717714179 | 1 | < 0.1% |
| 969691482 | 1 | < 0.1% |
| 576075898 | 1 | < 0.1% |
| 12080301 | 1 | < 0.1% |
| 986376301 | 1 | < 0.1% |
| 403625506 | 1 | < 0.1% |
| 615169525 | 1 | < 0.1% |
| 353692836 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 1241258 | 1 | |
| 1363045 | 1 | |
| 1484832 | 1 | |
| 1606619 | 1 | |
| 1728406 | 1 | |
| 1850193 | 1 | |
| 1971980 | 1 | |
| 2093767 | 1 | |
| 2215554 | 1 | |
| 2337341 | 1 |
| Value | Count | Frequency (%) |
| 1218989471 | 1 | |
| 1218867684 | 1 | |
| 1218745897 | 1 | |
| 1218624110 | 1 | |
| 1218502323 | 1 | |
| 1218380536 | 1 | |
| 1218258749 | 1 | |
| 1218136962 | 1 | |
| 1218015175 | 1 | |
| 1217893388 | 1 |
Safra
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| 2020-05-01 00:00:00 UTC | |
|---|---|
| 2020-07-01 00:00:00 UTC | |
| 2020-10-01 00:00:00 UTC | |
| 2020-09-01 00:00:00 UTC | |
| 2020-06-01 00:00:00 UTC |
Length
| Max length | 23 |
|---|---|
| Median length | 23 |
| Mean length | 23 |
| Min length | 23 |
Characters and Unicode
| Total characters | 230000 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2020-05-01 00:00:00 UTC |
|---|---|
| 2nd row | 2020-05-01 00:00:00 UTC |
| 3rd row | 2020-06-01 00:00:00 UTC |
| 4th row | 2020-05-01 00:00:00 UTC |
| 5th row | 2020-10-01 00:00:00 UTC |
Common Values
| Value | Count | Frequency (%) |
| 2020-05-01 00:00:00 UTC | 1699 | |
| 2020-07-01 00:00:00 UTC | 1668 | |
| 2020-10-01 00:00:00 UTC | 1665 | |
| 2020-09-01 00:00:00 UTC | 1659 | |
| 2020-06-01 00:00:00 UTC | 1655 | |
| 2020-08-01 00:00:00 UTC | 1654 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 00:00:00 | 10000 | |
| utc | 10000 | |
| 2020-05-01 | 1699 | 5.7% |
| 2020-07-01 | 1668 | 5.6% |
| 2020-10-01 | 1665 | 5.5% |
| 2020-09-01 | 1659 | 5.5% |
| 2020-06-01 | 1655 | 5.5% |
| 2020-08-01 | 1654 | 5.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 100000 | |
| 2 | 20000 | 8.7% |
| - | 20000 | 8.7% |
| 20000 | 8.7% | |
| : | 20000 | 8.7% |
| 1 | 11665 | 5.1% |
| U | 10000 | 4.3% |
| T | 10000 | 4.3% |
| C | 10000 | 4.3% |
| 5 | 1699 | 0.7% |
| Other values (4) | 6636 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 140000 | |
| Uppercase Letter | 30000 | 13.0% |
| Dash Punctuation | 20000 | 8.7% |
| Space Separator | 20000 | 8.7% |
| Other Punctuation | 20000 | 8.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 100000 | |
| 2 | 20000 | 14.3% |
| 1 | 11665 | 8.3% |
| 5 | 1699 | 1.2% |
| 7 | 1668 | 1.2% |
| 9 | 1659 | 1.2% |
| 6 | 1655 | 1.2% |
| 8 | 1654 | 1.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 10000 | |
| T | 10000 | |
| C | 10000 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 20000 |
Space Separator
| Value | Count | Frequency (%) |
| 20000 |
Other Punctuation
| Value | Count | Frequency (%) |
| : | 20000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 200000 | |
| Latin | 30000 | 13.0% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 100000 | |
| 2 | 20000 | 10.0% |
| - | 20000 | 10.0% |
| 20000 | 10.0% | |
| : | 20000 | 10.0% |
| 1 | 11665 | 5.8% |
| 5 | 1699 | 0.8% |
| 7 | 1668 | 0.8% |
| 9 | 1659 | 0.8% |
| 6 | 1655 | 0.8% |
Latin
| Value | Count | Frequency (%) |
| U | 10000 | |
| T | 10000 | |
| C | 10000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 230000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 100000 | |
| 2 | 20000 | 8.7% |
| - | 20000 | 8.7% |
| 20000 | 8.7% | |
| : | 20000 | 8.7% |
| 1 | 11665 | 5.1% |
| U | 10000 | 4.3% |
| T | 10000 | 4.3% |
| C | 10000 | 4.3% |
| 5 | 1699 | 0.7% |
| Other values (4) | 6636 | 2.9% |
Estado
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| RS | |
|---|---|
| SP | |
| MS | |
| BA | |
| MG | |
| Other values (5) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 20000 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MS |
|---|---|
| 2nd row | MG |
| 3rd row | MS |
| 4th row | RS |
| 5th row | RJ |
Common Values
| Value | Count | Frequency (%) |
| RS | 1377 | |
| SP | 1289 | |
| MS | 1209 | |
| BA | 1073 | |
| MG | 1009 | |
| PR | 921 | |
| GO | 841 | |
| SC | 807 | |
| RJ | 753 | |
| TO | 721 |
Length
Pie chart
| Value | Count | Frequency (%) |
| rs | 1377 | |
| sp | 1289 | |
| ms | 1209 | |
| ba | 1073 | |
| mg | 1009 | |
| pr | 921 | |
| go | 841 | |
| sc | 807 | |
| rj | 753 | |
| to | 721 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 4682 | |
| R | 3051 | |
| M | 2218 | |
| P | 2210 | |
| G | 1850 | 9.2% |
| O | 1562 | 7.8% |
| B | 1073 | 5.4% |
| A | 1073 | 5.4% |
| C | 807 | 4.0% |
| J | 753 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 20000 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 4682 | |
| R | 3051 | |
| M | 2218 | |
| P | 2210 | |
| G | 1850 | 9.2% |
| O | 1562 | 7.8% |
| B | 1073 | 5.4% |
| A | 1073 | 5.4% |
| C | 807 | 4.0% |
| J | 753 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 20000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 4682 | |
| R | 3051 | |
| M | 2218 | |
| P | 2210 | |
| G | 1850 | 9.2% |
| O | 1562 | 7.8% |
| B | 1073 | 5.4% |
| A | 1073 | 5.4% |
| C | 807 | 4.0% |
| J | 753 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 20000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 4682 | |
| R | 3051 | |
| M | 2218 | |
| P | 2210 | |
| G | 1850 | 9.2% |
| O | 1562 | 7.8% |
| B | 1073 | 5.4% |
| A | 1073 | 5.4% |
| C | 807 | 4.0% |
| J | 753 | 3.8% |
Renda Mensal
Real number (ℝ≥0)
| Distinct | 1405 |
|---|---|
| Distinct (%) | 14.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2780.1557 |
| Minimum | 1041 |
|---|---|
| Maximum | 33564 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 1041 |
|---|---|
| 5-th percentile | 1105.95 |
| Q1 | 1404 |
| median | 3365 |
| Q3 | 3492 |
| 95-th percentile | 4407 |
| Maximum | 33564 |
| Range | 32523 |
| Interquartile range (IQR) | 2088 |
Descriptive statistics
| Standard deviation | 1464.592111 |
|---|---|
| Coefficient of variation (CV) | 0.5268021898 |
| Kurtosis | 58.40624455 |
| Mean | 2780.1557 |
| Median Absolute Deviation (MAD) | 918 |
| Skewness | 3.951733002 |
| Sum | 27801557 |
| Variance | 2145030.05 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3492 | 1232 | 12.3% |
| 3366 | 437 | 4.4% |
| 2518 | 315 | 3.1% |
| 3365 | 306 | 3.1% |
| 3367 | 303 | 3.0% |
| 4404 | 247 | 2.5% |
| 3368 | 193 | 1.9% |
| 2391 | 145 | 1.5% |
| 4143 | 132 | 1.3% |
| 4277 | 116 | 1.2% |
| Other values (1395) | 6574 |
| Value | Count | Frequency (%) |
| 1041 | 5 | 0.1% |
| 1042 | 7 | 0.1% |
| 1043 | 16 | 0.2% |
| 1044 | 8 | 0.1% |
| 1045 | 62 | |
| 1046 | 7 | 0.1% |
| 1047 | 5 | 0.1% |
| 1048 | 7 | 0.1% |
| 1049 | 6 | 0.1% |
| 1050 | 7 | 0.1% |
| Value | Count | Frequency (%) |
| 33564 | 1 | |
| 30932 | 1 | |
| 28769 | 1 | |
| 23907 | 1 | |
| 23583 | 1 | |
| 19237 | 1 | |
| 16831 | 1 | |
| 16009 | 1 | |
| 14858 | 1 | |
| 14499 | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| Até 25% | |
|---|---|
| Acima de 100% | |
| 26 a 50% | 422 |
| 51 a 75% | 287 |
| 76 a 100% | 184 |
Length
| Max length | 13 |
|---|---|
| Median length | 7 |
| Mean length | 7.8619 |
| Min length | 7 |
Characters and Unicode
| Total characters | 78619 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 26 a 50% |
|---|---|
| 2nd row | Até 25% |
| 3rd row | Acima de 100% |
| 4th row | Até 25% |
| 5th row | Até 25% |
Common Values
| Value | Count | Frequency (%) |
| Até 25% | 7850 | |
| Acima de 100% | 1257 | 12.6% |
| 26 a 50% | 422 | 4.2% |
| 51 a 75% | 287 | 2.9% |
| 76 a 100% | 184 | 1.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| até | 7850 | |
| 25 | 7850 | |
| 100 | 1441 | 6.5% |
| acima | 1257 | 5.7% |
| de | 1257 | 5.7% |
| a | 893 | 4.0% |
| 26 | 422 | 1.9% |
| 50 | 422 | 1.9% |
| 51 | 287 | 1.3% |
| 75 | 287 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 12150 | ||
| % | 10000 | |
| A | 9107 | |
| 5 | 8846 | |
| 2 | 8272 | |
| t | 7850 | |
| é | 7850 | |
| 0 | 3304 | 4.2% |
| a | 2150 | 2.7% |
| 1 | 1728 | 2.2% |
| Other values (7) | 7362 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 24135 | |
| Decimal Number | 23227 | |
| Space Separator | 12150 | |
| Other Punctuation | 10000 | |
| Uppercase Letter | 9107 | 11.6% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 7850 | |
| é | 7850 | |
| a | 2150 | 8.9% |
| c | 1257 | 5.2% |
| i | 1257 | 5.2% |
| m | 1257 | 5.2% |
| d | 1257 | 5.2% |
| e | 1257 | 5.2% |
Decimal Number
| Value | Count | Frequency (%) |
| 5 | 8846 | |
| 2 | 8272 | |
| 0 | 3304 | 14.2% |
| 1 | 1728 | 7.4% |
| 6 | 606 | 2.6% |
| 7 | 471 | 2.0% |
Space Separator
| Value | Count | Frequency (%) |
| 12150 |
Other Punctuation
| Value | Count | Frequency (%) |
| % | 10000 |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 9107 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 45377 | |
| Latin | 33242 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 9107 | |
| t | 7850 | |
| é | 7850 | |
| a | 2150 | 6.5% |
| c | 1257 | 3.8% |
| i | 1257 | 3.8% |
| m | 1257 | 3.8% |
| d | 1257 | 3.8% |
| e | 1257 | 3.8% |
Common
| Value | Count | Frequency (%) |
| 12150 | ||
| % | 10000 | |
| 5 | 8846 | |
| 2 | 8272 | |
| 0 | 3304 | 7.3% |
| 1 | 1728 | 3.8% |
| 6 | 606 | 1.3% |
| 7 | 471 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 70769 | |
| Latin 1 Sup | 7850 | 10.0% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 12150 | ||
| % | 10000 | |
| A | 9107 | |
| 5 | 8846 | |
| 2 | 8272 | |
| t | 7850 | |
| 0 | 3304 | 4.7% |
| a | 2150 | 3.0% |
| 1 | 1728 | 2.4% |
| c | 1257 | 1.8% |
| Other values (6) | 6105 |
Latin 1 Sup
| Value | Count | Frequency (%) |
| é | 7850 |
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1649 |
| Minimum | 0 |
|---|---|
| Maximum | 64 |
| Zeros | 9687 |
| Zeros (%) | 96.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 64 |
| Range | 64 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.56414598 |
|---|---|
| Coefficient of variation (CV) | 9.485421343 |
| Kurtosis | 458.3460055 |
| Mean | 0.1649 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 17.79922507 |
| Sum | 1649 |
| Variance | 2.446552645 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9687 | |
| 1 | 112 | 1.1% |
| 2 | 46 | 0.5% |
| 3 | 34 | 0.3% |
| 5 | 16 | 0.2% |
| 6 | 15 | 0.1% |
| 4 | 14 | 0.1% |
| 7 | 12 | 0.1% |
| 10 | 9 | 0.1% |
| 11 | 7 | 0.1% |
| Other values (20) | 48 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 9687 | |
| 1 | 112 | 1.1% |
| 2 | 46 | 0.5% |
| 3 | 34 | 0.3% |
| 4 | 14 | 0.1% |
| 5 | 16 | 0.2% |
| 6 | 15 | 0.1% |
| 7 | 12 | 0.1% |
| 8 | 5 | 0.1% |
| 9 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 64 | 1 | < 0.1% |
| 40 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 31 | 2 | |
| 26 | 1 | < 0.1% |
| 25 | 3 | |
| 23 | 1 | < 0.1% |
| 22 | 2 | |
| 21 | 2 |
Quantidade de Restritivos
Real number (ℝ)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 29 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7111 |
| Minimum | -7 |
|---|---|
| Maximum | 35 |
| Zeros | 7149 |
| Zeros (%) | 71.5% |
| Negative | 27 |
| Negative (%) | 0.3% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | -7 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 35 |
| Range | 42 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.823285284 |
|---|---|
| Coefficient of variation (CV) | 2.564034994 |
| Kurtosis | 50.50499823 |
| Mean | 0.7111 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.493588771 |
| Sum | 7111 |
| Variance | 3.324369227 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7149 | |
| 1 | 1350 | 13.5% |
| 2 | 590 | 5.9% |
| 3 | 317 | 3.2% |
| 4 | 188 | 1.9% |
| 5 | 121 | 1.2% |
| 6 | 78 | 0.8% |
| 7 | 56 | 0.6% |
| 8 | 33 | 0.3% |
| 9 | 25 | 0.2% |
| Other values (19) | 93 | 0.9% |
| Value | Count | Frequency (%) |
| -7 | 1 | < 0.1% |
| -6 | 1 | < 0.1% |
| -4 | 1 | < 0.1% |
| -3 | 2 | < 0.1% |
| -1 | 22 | 0.2% |
| 0 | 7149 | |
| 1 | 1350 | 13.5% |
| 2 | 590 | 5.9% |
| 3 | 317 | 3.2% |
| 4 | 188 | 1.9% |
| Value | Count | Frequency (%) |
| 35 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 26 | 3 | |
| 20 | 3 | |
| 19 | 6 | |
| 18 | 2 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 6 | |
| 15 | 2 | < 0.1% |
| 14 | 6 |
| Distinct | 1997 |
|---|---|
| Distinct (%) | 20.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1635.6634 |
| Minimum | 0 |
|---|---|
| Maximum | 462266 |
| Zeros | 7169 |
| Zeros (%) | 71.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 145 |
| 95-th percentile | 5888.85 |
| Maximum | 462266 |
| Range | 462266 |
| Interquartile range (IQR) | 145 |
Descriptive statistics
| Standard deviation | 10741.23154 |
|---|---|
| Coefficient of variation (CV) | 6.566896062 |
| Kurtosis | 691.8389731 |
| Mean | 1635.6634 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 21.08327087 |
| Sum | 16356634 |
| Variance | 115374055 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7169 | |
| 93 | 9 | 0.1% |
| 264 | 8 | 0.1% |
| 149 | 8 | 0.1% |
| 69 | 7 | 0.1% |
| 150 | 7 | 0.1% |
| 159 | 7 | 0.1% |
| 87 | 6 | 0.1% |
| 146 | 6 | 0.1% |
| 173 | 6 | 0.1% |
| Other values (1987) | 2767 | 27.7% |
| Value | Count | Frequency (%) |
| 0 | 7169 | |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 5 | 3 | < 0.1% |
| 10 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 17 | 3 | < 0.1% |
| 18 | 1 | < 0.1% |
| 20 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 462266 | 1 | |
| 434837 | 1 | |
| 219741 | 1 | |
| 213985 | 1 | |
| 205899 | 1 | |
| 179147 | 1 | |
| 150566 | 1 | |
| 147035 | 1 | |
| 145963 | 1 | |
| 141567 | 1 |
| Distinct | 24 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1529 |
| Minimum | 0 |
|---|---|
| Maximum | 37 |
| Zeros | 9446 |
| Zeros (%) | 94.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 37 |
| Range | 37 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.173907746 |
|---|---|
| Coefficient of variation (CV) | 7.677617697 |
| Kurtosis | 362.0661673 |
| Mean | 0.1529 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 16.57073151 |
| Sum | 1529 |
| Variance | 1.378059396 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9446 | |
| 1 | 311 | 3.1% |
| 2 | 113 | 1.1% |
| 3 | 32 | 0.3% |
| 4 | 27 | 0.3% |
| 6 | 14 | 0.1% |
| 5 | 9 | 0.1% |
| 7 | 9 | 0.1% |
| 9 | 6 | 0.1% |
| 8 | 5 | 0.1% |
| Other values (14) | 28 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 9446 | |
| 1 | 311 | 3.1% |
| 2 | 113 | 1.1% |
| 3 | 32 | 0.3% |
| 4 | 27 | 0.3% |
| 5 | 9 | 0.1% |
| 6 | 14 | 0.1% |
| 7 | 9 | 0.1% |
| 8 | 5 | 0.1% |
| 9 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 37 | 1 | < 0.1% |
| 33 | 2 | |
| 25 | 1 | < 0.1% |
| 24 | 3 | |
| 22 | 2 | |
| 21 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 3 | |
| 14 | 2 |
| Distinct | 492 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 209.7243 |
| Minimum | 0 |
|---|---|
| Maximum | 133742 |
| Zeros | 9446 |
| Zeros (%) | 94.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 150.15 |
| Maximum | 133742 |
| Range | 133742 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2700.805532 |
|---|---|
| Coefficient of variation (CV) | 12.87788555 |
| Kurtosis | 1169.532221 |
| Mean | 209.7243 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 30.00032901 |
| Sum | 2097243 |
| Variance | 7294350.522 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9446 | |
| 200 | 7 | 0.1% |
| 130 | 4 | < 0.1% |
| 120 | 4 | < 0.1% |
| 296 | 3 | < 0.1% |
| 95 | 3 | < 0.1% |
| 663 | 3 | < 0.1% |
| 235 | 3 | < 0.1% |
| 464 | 3 | < 0.1% |
| 323 | 3 | < 0.1% |
| Other values (482) | 521 | 5.2% |
| Value | Count | Frequency (%) |
| 0 | 9446 | |
| 25 | 1 | < 0.1% |
| 31 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 68 | 1 | < 0.1% |
| 70 | 1 | < 0.1% |
| 81 | 1 | < 0.1% |
| 85 | 2 | < 0.1% |
| 86 | 1 | < 0.1% |
| 89 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 133742 | 1 | |
| 117049 | 1 | |
| 88893 | 1 | |
| 68596 | 1 | |
| 51330 | 1 | |
| 49024 | 1 | |
| 48658 | 1 | |
| 43454 | 1 | |
| 38585 | 1 | |
| 37788 | 1 |
Modelo Score 1
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 969 |
|---|---|
| Distinct (%) | 9.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 459.1828 |
| Minimum | 1 |
|---|---|
| Maximum | 999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 47 |
| Q1 | 216 |
| median | 481 |
| Q3 | 672.25 |
| 95-th percentile | 876 |
| Maximum | 999 |
| Range | 998 |
| Interquartile range (IQR) | 456.25 |
Descriptive statistics
| Standard deviation | 264.0135074 |
|---|---|
| Coefficient of variation (CV) | 0.5749638432 |
| Kurtosis | -1.13309099 |
| Mean | 459.1828 |
| Median Absolute Deviation (MAD) | 231 |
| Skewness | -0.003480547069 |
| Sum | 4591828 |
| Variance | 69703.1321 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 215 | 2.1% |
| 201 | 87 | 0.9% |
| 473 | 71 | 0.7% |
| 87 | 61 | 0.6% |
| 250 | 59 | 0.6% |
| 220 | 57 | 0.6% |
| 366 | 50 | 0.5% |
| 158 | 50 | 0.5% |
| 612 | 43 | 0.4% |
| 114 | 42 | 0.4% |
| Other values (959) | 9265 |
| Value | Count | Frequency (%) |
| 1 | 17 | 0.2% |
| 2 | 215 | |
| 3 | 22 | 0.2% |
| 4 | 5 | 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 3 | < 0.1% |
| 12 | 1 | < 0.1% |
| 13 | 15 | 0.1% |
| 16 | 8 | 0.1% |
| 17 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 999 | 35 | |
| 998 | 1 | < 0.1% |
| 997 | 1 | < 0.1% |
| 996 | 3 | < 0.1% |
| 995 | 1 | < 0.1% |
| 994 | 1 | < 0.1% |
| 991 | 6 | 0.1% |
| 987 | 1 | < 0.1% |
| 986 | 1 | < 0.1% |
| 985 | 1 | < 0.1% |
Modelo Score 2
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 546 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 524.1838 |
| Minimum | 1 |
|---|---|
| Maximum | 811 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 208 |
| Q1 | 253 |
| median | 627 |
| Q3 | 669 |
| 95-th percentile | 715 |
| Maximum | 811 |
| Range | 810 |
| Interquartile range (IQR) | 416 |
Descriptive statistics
| Standard deviation | 200.4944334 |
|---|---|
| Coefficient of variation (CV) | 0.3824888014 |
| Kurtosis | -0.9990197611 |
| Mean | 524.1838 |
| Median Absolute Deviation (MAD) | 55 |
| Skewness | -0.8393160333 |
| Sum | 5241838 |
| Variance | 40198.01782 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 680 | 115 | 1.1% |
| 667 | 92 | 0.9% |
| 663 | 91 | 0.9% |
| 669 | 85 | 0.9% |
| 658 | 80 | 0.8% |
| 672 | 78 | 0.8% |
| 653 | 77 | 0.8% |
| 650 | 74 | 0.7% |
| 223 | 73 | 0.7% |
| 676 | 70 | 0.7% |
| Other values (536) | 9165 |
| Value | Count | Frequency (%) |
| 1 | 68 | |
| 79 | 1 | < 0.1% |
| 81 | 1 | < 0.1% |
| 82 | 1 | < 0.1% |
| 89 | 1 | < 0.1% |
| 96 | 4 | < 0.1% |
| 97 | 1 | < 0.1% |
| 98 | 6 | 0.1% |
| 99 | 1 | < 0.1% |
| 101 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 811 | 1 | < 0.1% |
| 797 | 1 | < 0.1% |
| 782 | 1 | < 0.1% |
| 779 | 2 | < 0.1% |
| 778 | 3 | |
| 777 | 1 | < 0.1% |
| 775 | 2 | < 0.1% |
| 773 | 1 | < 0.1% |
| 772 | 1 | < 0.1% |
| 771 | 6 |
Modelo Score 3
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 756 |
|---|---|
| Distinct (%) | 7.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 483.2801 |
| Minimum | 1 |
|---|---|
| Maximum | 922 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 188 |
| Q1 | 277 |
| median | 482 |
| Q3 | 669 |
| 95-th percentile | 829 |
| Maximum | 922 |
| Range | 921 |
| Interquartile range (IQR) | 392 |
Descriptive statistics
| Standard deviation | 215.5618968 |
|---|---|
| Coefficient of variation (CV) | 0.4460392571 |
| Kurtosis | -1.230702593 |
| Mean | 483.2801 |
| Median Absolute Deviation (MAD) | 199 |
| Skewness | 0.1326896553 |
| Sum | 4832801 |
| Variance | 46466.93134 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 266 | 225 | 2.2% |
| 250 | 187 | 1.9% |
| 258 | 184 | 1.8% |
| 235 | 182 | 1.8% |
| 243 | 177 | 1.8% |
| 282 | 174 | 1.7% |
| 274 | 171 | 1.7% |
| 290 | 147 | 1.5% |
| 227 | 142 | 1.4% |
| 297 | 141 | 1.4% |
| Other values (746) | 8270 |
| Value | Count | Frequency (%) |
| 1 | 39 | |
| 70 | 1 | < 0.1% |
| 78 | 1 | < 0.1% |
| 82 | 1 | < 0.1% |
| 83 | 1 | < 0.1% |
| 86 | 2 | < 0.1% |
| 91 | 2 | < 0.1% |
| 92 | 1 | < 0.1% |
| 94 | 2 | < 0.1% |
| 100 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 922 | 2 | < 0.1% |
| 921 | 1 | < 0.1% |
| 920 | 2 | < 0.1% |
| 919 | 1 | < 0.1% |
| 914 | 5 | |
| 913 | 1 | < 0.1% |
| 911 | 2 | < 0.1% |
| 910 | 2 | < 0.1% |
| 908 | 1 | < 0.1% |
| 906 | 1 | < 0.1% |
Modelo Score 4
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 551 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 695.8885 |
| Minimum | 1 |
|---|---|
| Maximum | 999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 527 |
| Q1 | 630 |
| median | 700 |
| Q3 | 772 |
| 95-th percentile | 863 |
| Maximum | 999 |
| Range | 998 |
| Interquartile range (IQR) | 142 |
Descriptive statistics
| Standard deviation | 115.2371712 |
|---|---|
| Coefficient of variation (CV) | 0.1655971771 |
| Kurtosis | 7.53064024 |
| Mean | 695.8885 |
| Median Absolute Deviation (MAD) | 71 |
| Skewness | -1.428386636 |
| Sum | 6958885 |
| Variance | 13279.60563 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 673 | 75 | 0.8% |
| 1 | 68 | 0.7% |
| 711 | 61 | 0.6% |
| 672 | 53 | 0.5% |
| 644 | 51 | 0.5% |
| 698 | 50 | 0.5% |
| 734 | 50 | 0.5% |
| 712 | 49 | 0.5% |
| 740 | 49 | 0.5% |
| 765 | 48 | 0.5% |
| Other values (541) | 9446 |
| Value | Count | Frequency (%) |
| 1 | 68 | |
| 375 | 1 | < 0.1% |
| 381 | 2 | < 0.1% |
| 383 | 1 | < 0.1% |
| 401 | 1 | < 0.1% |
| 405 | 1 | < 0.1% |
| 409 | 1 | < 0.1% |
| 411 | 1 | < 0.1% |
| 415 | 1 | < 0.1% |
| 416 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 999 | 5 | |
| 992 | 1 | < 0.1% |
| 989 | 1 | < 0.1% |
| 985 | 1 | < 0.1% |
| 981 | 1 | < 0.1% |
| 974 | 1 | < 0.1% |
| 972 | 1 | < 0.1% |
| 971 | 3 | |
| 970 | 1 | < 0.1% |
| 969 | 1 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| BOM | |
|---|---|
| MAU |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 30000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BOM |
|---|---|
| 2nd row | BOM |
| 3rd row | BOM |
| 4th row | MAU |
| 5th row | BOM |
Common Values
| Value | Count | Frequency (%) |
| BOM | 8756 | |
| MAU | 1244 | 12.4% |
Length
Pie chart
| Value | Count | Frequency (%) |
| bom | 8756 | |
| mau | 1244 | 12.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 10000 | |
| B | 8756 | |
| O | 8756 | |
| A | 1244 | 4.1% |
| U | 1244 | 4.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 30000 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 10000 | |
| B | 8756 | |
| O | 8756 | |
| A | 1244 | 4.1% |
| U | 1244 | 4.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 30000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| M | 10000 | |
| B | 8756 | |
| O | 8756 | |
| A | 1244 | 4.1% |
| U | 1244 | 4.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 30000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| M | 10000 | |
| B | 8756 | |
| O | 8756 | |
| A | 1244 | 4.1% |
| U | 1244 | 4.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| BOM | |
|---|---|
| MAU |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 30000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MAU |
|---|---|
| 2nd row | BOM |
| 3rd row | BOM |
| 4th row | BOM |
| 5th row | BOM |
Common Values
| Value | Count | Frequency (%) |
| BOM | 8290 | |
| MAU | 1710 | 17.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| bom | 8290 | |
| mau | 1710 | 17.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 10000 | |
| B | 8290 | |
| O | 8290 | |
| A | 1710 | 5.7% |
| U | 1710 | 5.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 30000 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 10000 | |
| B | 8290 | |
| O | 8290 | |
| A | 1710 | 5.7% |
| U | 1710 | 5.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 30000 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| M | 10000 | |
| B | 8290 | |
| O | 8290 | |
| A | 1710 | 5.7% |
| U | 1710 | 5.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 30000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| M | 10000 | |
| B | 8290 | |
| O | 8290 | |
| A | 1710 | 5.7% |
| U | 1710 | 5.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1665 |
| Missing (%) | 16.7% |
| Memory size | 78.2 KiB |
| BOM | |
|---|---|
| MAU |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 25005 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MAU |
|---|---|
| 2nd row | BOM |
| 3rd row | BOM |
| 4th row | MAU |
| 5th row | BOM |
Common Values
| Value | Count | Frequency (%) |
| BOM | 6390 | |
| MAU | 1945 | 19.4% |
| (Missing) | 1665 | 16.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| bom | 6390 | |
| mau | 1945 | 23.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 8335 | |
| B | 6390 | |
| O | 6390 | |
| A | 1945 | 7.8% |
| U | 1945 | 7.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 25005 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 8335 | |
| B | 6390 | |
| O | 6390 | |
| A | 1945 | 7.8% |
| U | 1945 | 7.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 25005 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| M | 8335 | |
| B | 6390 | |
| O | 6390 | |
| A | 1945 | 7.8% |
| U | 1945 | 7.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25005 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| M | 8335 | |
| B | 6390 | |
| O | 6390 | |
| A | 1945 | 7.8% |
| U | 1945 | 7.8% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1665 |
| Missing (%) | 16.7% |
| Memory size | 78.2 KiB |
| BOM | |
|---|---|
| MAU |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 25005 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MAU |
|---|---|
| 2nd row | BOM |
| 3rd row | BOM |
| 4th row | BOM |
| 5th row | BOM |
Common Values
| Value | Count | Frequency (%) |
| BOM | 6770 | |
| MAU | 1565 | 15.7% |
| (Missing) | 1665 | 16.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| bom | 6770 | |
| mau | 1565 | 18.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 8335 | |
| B | 6770 | |
| O | 6770 | |
| A | 1565 | 6.3% |
| U | 1565 | 6.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 25005 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 8335 | |
| B | 6770 | |
| O | 6770 | |
| A | 1565 | 6.3% |
| U | 1565 | 6.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 25005 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| M | 8335 | |
| B | 6770 | |
| O | 6770 | |
| A | 1565 | 6.3% |
| U | 1565 | 6.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25005 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| M | 8335 | |
| B | 6770 | |
| O | 6770 | |
| A | 1565 | 6.3% |
| U | 1565 | 6.3% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 6646 |
| Missing (%) | 66.5% |
| Memory size | 78.2 KiB |
| BOM | |
|---|---|
| MAU |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 10062 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MAU |
|---|---|
| 2nd row | BOM |
| 3rd row | BOM |
| 4th row | MAU |
| 5th row | BOM |
Common Values
| Value | Count | Frequency (%) |
| BOM | 2558 | 25.6% |
| MAU | 796 | 8.0% |
| (Missing) | 6646 |
Length
Pie chart
| Value | Count | Frequency (%) |
| bom | 2558 | |
| mau | 796 | 23.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 3354 | |
| B | 2558 | |
| O | 2558 | |
| A | 796 | 7.9% |
| U | 796 | 7.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 10062 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 3354 | |
| B | 2558 | |
| O | 2558 | |
| A | 796 | 7.9% |
| U | 796 | 7.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 10062 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| M | 3354 | |
| B | 2558 | |
| O | 2558 | |
| A | 796 | 7.9% |
| U | 796 | 7.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10062 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| M | 3354 | |
| B | 2558 | |
| O | 2558 | |
| A | 796 | 7.9% |
| U | 796 | 7.9% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Nº do cliente | Safra | Estado | Renda Mensal | Endividamento | Quantidade de Cheques sem Fundo | Quantidade de Restritivos | Valor dos Restritivos | Quantidade de Protestos | Valor dos Protestos | Modelo Score 1 | Modelo Score 2 | Modelo Score 3 | Modelo Score 4 | Performance 30D3M EVER | Performance 60D6M EVER | Performance 60D9M EVER | Performance 90D9M EVER | Performance 90D12M EVER | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 6.325851e+08 | 2020-05-01 00:00:00 UTC | MS | 1076.0 | 26 a 50% | 0.0 | 2.0 | 418.0 | 0.0 | 0.0 | 141.0 | 236.0 | 196.0 | 405.0 | BOM | MAU | MAU | MAU | MAU |
| 1 | 1.190978e+09 | 2020-05-01 00:00:00 UTC | MG | 12709.0 | Até 25% | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 767.0 | 646.0 | 805.0 | 946.0 | BOM | BOM | BOM | BOM | BOM |
| 2 | 1.089165e+09 | 2020-06-01 00:00:00 UTC | MS | 2518.0 | Acima de 100% | 0.0 | 4.0 | 32306.0 | 0.0 | 0.0 | 67.0 | 238.0 | 196.0 | 563.0 | BOM | BOM | BOM | BOM | BOM |
| 3 | 1.342327e+08 | 2020-05-01 00:00:00 UTC | RS | 1090.0 | Até 25% | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 245.0 | 523.0 | 290.0 | 698.0 | MAU | BOM | MAU | BOM | MAU |
| 4 | 1.055186e+09 | 2020-10-01 00:00:00 UTC | RJ | 1155.0 | Até 25% | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 697.0 | 718.0 | 645.0 | 816.0 | BOM | BOM | NaN | NaN | NaN |
| 5 | 9.746847e+08 | 2020-06-01 00:00:00 UTC | MG | 2518.0 | Até 25% | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 901.0 | 681.0 | 827.0 | 884.0 | BOM | BOM | BOM | BOM | BOM |
| 6 | 5.720569e+08 | 2020-09-01 00:00:00 UTC | BA | 4278.0 | Até 25% | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 683.0 | 679.0 | 680.0 | 772.0 | BOM | BOM | BOM | BOM | NaN |
| 7 | 4.931390e+08 | 2020-10-01 00:00:00 UTC | TO | 4548.0 | Até 25% | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 837.0 | 659.0 | 676.0 | 782.0 | BOM | BOM | NaN | NaN | NaN |
| 8 | 1.529879e+08 | 2020-06-01 00:00:00 UTC | MG | 1723.0 | Até 25% | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 433.0 | 614.0 | 521.0 | 698.0 | BOM | BOM | BOM | BOM | BOM |
| 9 | 6.879982e+08 | 2020-06-01 00:00:00 UTC | MG | 1958.0 | Acima de 100% | 0.0 | 9.0 | 6856.0 | 1.0 | 106.0 | 141.0 | 212.0 | 266.0 | 645.0 | BOM | BOM | BOM | BOM | BOM |
Last rows
| Nº do cliente | Safra | Estado | Renda Mensal | Endividamento | Quantidade de Cheques sem Fundo | Quantidade de Restritivos | Valor dos Restritivos | Quantidade de Protestos | Valor dos Protestos | Modelo Score 1 | Modelo Score 2 | Modelo Score 3 | Modelo Score 4 | Performance 30D3M EVER | Performance 60D6M EVER | Performance 60D9M EVER | Performance 90D9M EVER | Performance 90D12M EVER | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9990 | 7.252650e+08 | 2020-05-01 00:00:00 UTC | TO | 2391.0 | Acima de 100% | 0.0 | 3.0 | 4686.0 | 0.0 | 0.0 | 88.0 | 230.0 | 243.0 | 617.0 | BOM | BOM | BOM | BOM | BOM |
| 9991 | 5.464817e+08 | 2020-08-01 00:00:00 UTC | TO | 1128.0 | 26 a 50% | 0.0 | 1.0 | 441.0 | 0.0 | 0.0 | 25.0 | 218.0 | 188.0 | 631.0 | BOM | BOM | BOM | BOM | NaN |
| 9992 | 1.062859e+09 | 2020-06-01 00:00:00 UTC | RS | 3627.0 | Até 25% | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 799.0 | 714.0 | 748.0 | 808.0 | BOM | BOM | BOM | BOM | BOM |
| 9993 | 1.939083e+08 | 2020-08-01 00:00:00 UTC | PR | 4278.0 | Até 25% | 0.0 | 0.0 | 0.0 | 1.0 | 199.0 | 296.0 | 696.0 | 765.0 | 687.0 | BOM | BOM | BOM | BOM | NaN |
| 9994 | 1.034848e+09 | 2020-06-01 00:00:00 UTC | PR | 4404.0 | 51 a 75% | 0.0 | 14.0 | 1165.0 | 0.0 | 0.0 | 133.0 | 229.0 | 219.0 | 579.0 | BOM | BOM | MAU | MAU | MAU |
| 9995 | 6.965247e+06 | 2020-07-01 00:00:00 UTC | MS | 4281.0 | Até 25% | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 574.0 | 614.0 | 418.0 | 761.0 | MAU | MAU | MAU | MAU | NaN |
| 9996 | 3.511353e+08 | 2020-07-01 00:00:00 UTC | MG | 4274.0 | Até 25% | 0.0 | 2.0 | 352.0 | 0.0 | 0.0 | 126.0 | 213.0 | 243.0 | 531.0 | BOM | BOM | BOM | BOM | NaN |
| 9997 | 7.839663e+08 | 2020-05-01 00:00:00 UTC | RS | 3365.0 | Até 25% | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 627.0 | 649.0 | 491.0 | 655.0 | BOM | BOM | BOM | BOM | BOM |
| 9998 | 4.603782e+08 | 2020-06-01 00:00:00 UTC | SC | 2393.0 | Até 25% | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 605.0 | 658.0 | 740.0 | 892.0 | BOM | BOM | BOM | BOM | BOM |
| 9999 | 3.456549e+08 | 2020-10-01 00:00:00 UTC | TO | 1292.0 | Até 25% | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 572.0 | 665.0 | 548.0 | 711.0 | BOM | BOM | NaN | NaN | NaN |